# Image Enhancement on MIT-Adobe-5K-UPE

Source: [Image Enhancement on MIT-Adobe-5K-UPE](<https://www.sota2.com/research/sota/image-enhancement-on-mit-adobe-5k-upe>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:55:25.347Z

Evaluation of Image Enhancement performance on the MIT-Adobe-5K-UPE dataset, typically measured using PSNR, SSIM, and LPIPS.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Image Enhancement |
| Dataset (including any stated split) | MIT-Adobe-5K-UPE |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [PSNR](<https://www.sota2.com/research/sota/image-enhancement-on-mit-adobe-5k-upe.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-enhancement-on-mit-adobe-5k-upe.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/image-enhancement-on-mit-adobe-5k-upe.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| DeepLPF | 24.48 | Not recorded | 68fa67571e209131cea15b15 |
| DeepUPE | 23.04 | Not recorded | 68fa67571e209131cea15b15 |
| U-Net | 22.24 | Not recorded | 68fa67571e209131cea15b15 |
| DPE | 22.15 | Not recorded | 68fa67571e209131cea15b15 |
| HDRNet | 21.96 | Not recorded | 68fa67571e209131cea15b15 |
| Distort-and-Recover | 20.97 | Not recorded | 68fa67571e209131cea15b15 |
| White-Box | 18.57 | Not recorded | 68fa67571e209131cea15b15 |

### DeepLPF

PSNR: 24.48. Result ID: 698d2f5d8b517eb4331fa3e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67571e209131cea15b15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67571e209131cea15b15.md>)

Recorded evaluation configuration: {"# Weights":"800K"}. This record does not assert independent reproduction.

### DeepUPE

PSNR: 23.04. Result ID: 698d2f5d8b517eb4331fa3e6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67571e209131cea15b15.md>)

Recorded evaluation configuration: {"# Weights":"1.0 M"}. This record does not assert independent reproduction.

### U-Net

PSNR: 22.24. Result ID: 698d2f5d8b517eb4331fa3e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67571e209131cea15b15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa644b1e209131cea03c6a.md>)

Recorded evaluation configuration: {"# Weights":"1.3 M"}. This record does not assert independent reproduction.

### DPE

PSNR: 22.15. Result ID: 698d2f5d8b517eb4331fa3e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67571e209131cea15b15.md>)

Recorded evaluation configuration: {"# Weights":"3.3 M"}. This record does not assert independent reproduction.

### HDRNet

PSNR: 21.96. Result ID: 698d2f5d8b517eb4331fa3e2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67571e209131cea15b15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa639f1e209131ce9ffcd2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Distort-and-Recover

PSNR: 20.97. Result ID: 698d2f5d8b517eb4331fa3e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67571e209131cea15b15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64491e209131cea03b7f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### White-Box

PSNR: 18.57. Result ID: 698d2f5d8b517eb4331fa3e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67571e209131cea15b15.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640d1e209131cea025c0.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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